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Joint Empirical Coordination of Source and Channel

机译:源和渠道的联合经验协调

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摘要

In a decentralized and self-configuring network, the communication devices are considered as autonomous decision makers that sense their environment and that implement optimal transmission schemes. It is essential that these autonomous devices cooperate and coordinate their actions, to ensure the reliability of the transmissions and the stability of the network. We study a point-to-point scenario in which the encoder and the decoder implement decentralized policies that are coordinated. The coordination is measured in terms of empirical frequency of symbols of source and channel. The encoder and the decoder perform a coding scheme, such that the empirical distribution of the symbols is close to a target joint probability distribution. We characterize the set of achievable target probability distributions for a point-to-point source-channel model, in which the encoder is non-causal and the decoder is strictly causal, i.e., it returns an action based on the observation of the past channel outputs. The objectives of the encoder and of the decoder are captured by some utility function, evaluated with respect to the set of achievable target probability distributions. In this paper, we investigate the maximization problem of a utility function that is common to both encoder and decoder. We show that the compression and the transmission of information are particular cases of the empirical coordination.
机译:在分散和自配置的网络中,通信设备被视为感知环境的自主决策者,并实施最佳传输方案。这些自治设备必须协作并协调其动作,以确保传输的可靠性和网络的稳定性。我们研究了编码器和解码器实施协调的分散策略的点对点方案。根据源和信道的符号的经验频率来测量协调。编码器和解码器执行编码方案,使得符号的经验分布接近目标联合概率分布。我们描述了点对点源通道模型可实现的目标概率分布的集合,其中编码器是非因果的,解码器是严格的因果的,即,它基于对过去通道的观察返回一个动作输出。编码器和解码器的目标是通过一些效用函数捕获的,并针对一组可实现的目标概率分布进行评估。在本文中,我们研究了编码器和解码器共有的效用函数的最大化问题。我们表明,信息的压缩和传输是经验协调的特殊情况。

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